craiyon logo

Flowchart showing multi-stage data creation process for AI model fine-tuning.

Flowchart showing multi-stage data creation process for AI model fine-tuning.
Pro

辅助我画一个造数据集的流程图，下面是造数据集的整体流程：我现在要造一批数据集，用来模型的多阶段微调。第一阶段我要教会模型这个影像学，比如说CT或者MRI或者X片里面的。这就是所涉及的这个部位是什么？第二阶段，我要教会模型，怎么就是看这个部位有什么样的异常，让他把这个异常描述出来，然后给我结合我要给他的病例文本资料。材料生成一个疾病的诊断。第三阶段是模型根据病例文本资料和影像学图片生成一个治疗的建议或者是下一步的诊疗计划。最后上面所提及的病历文本资料，也是我通过前期在医院收集的真实的患者的病历资料。然后用chatGPT4O通过prompt工程生成。 See more

More images like this

An illustration of a diverse group of healthcare professionals gathered around a glowing data visualization, with infographic bubbles showing "Improved Outcomes" and "Reduced Reaumissions" and text elements like "Healthcare Integration" and "2 - 5 Year."

Pro

Zoom action
A diagram illustrating how AI processes health-related input (test, imaging, lifestyle) to generate health outputs like biological age, risk prediction, and personalized plans.

Pro

Zoom action
A photorealistic image of a male doctor in a white coat performing an ultrasound with AR glasses, viewing a holographic display showing a fetal ultrasound.

Pro

Zoom action
Female doctor in a lab coat interacting with a glowing holographic medical display showing spinal and body outlines.

Pro

Zoom action
A modern, minimalist flowchart diagram illustrating data processing steps: Document Input, Data Extraction, Data Transformation, and System Integration, with icons.

Pro

Zoom action
Glowing causal network diagram with nodes and arrows representing data synthesis on a blue background with binary code.

Pro

Zoom action
A group of surgeons in blue scrubs and caps review medical scans of lungs on a monitor during a consultation in a brightly lit room.

Pro

Zoom action
An Asian man in a lab coat and glasses interacts with a futuristic blue holographic display showing medical data and graphs in a lab.

Pro

Zoom action
A futuristic robot analyzes a holographic display showing human anatomy and medical data.

Pro

Zoom action
A photorealistic doctor in a lab coat with a stethoscope, interacting with glowing holographic medical data and circuit patterns in a futuristic hospital.

Pro

Zoom action
Diagram illustrating a medical sales representative, healthcare provider, and patient, with medical and data icons.

Pro

Zoom action
A glowing blue schematic diagram shows a network with components like "KEY CLUSTERS," "TRANSMISSION," "STORAGE," and multiple "RURAL HEALTH CENTER" nodes, connected by flowing lines.

Pro

Zoom action
A dark blue flowchart with nodes labeled START, DECISION, PROCESS, and RESULT, connected by arrows.

Pro

Zoom action
A futuristic NICU with medical staff attending to babies and a 'MILK TECH' machine dispensing a baby bottle.

Pro

Zoom action
Stylized diagram of a shallow neural network with labeled input, hidden, and output layers against a dark circuit board background.

Pro

Zoom action
Female doctor in a white lab coat and glasses interacts with a glowing holographic display in a modern clinic, digital art.

Pro

Zoom action
Stethoscope and a large PFAS molecular structure with background scientific icons like cells, DNA, and bar graphs.

Pro

Zoom action
A clean line-art flowchart illustrating patient-student interaction, showing connections between patient, talk, Q&A, student, and impact.

Pro

Zoom action
A dark blue infographic titled 'Transforming Healthcare' with glowing blue icons representing 'EPR Integration', 'Digital Triage' with '15% Improvement', and a chart showing '50%'.

Pro

Zoom action
A futuristic scientific diagram of an eQTL model showing DNA helices, gene and genetic variant labels, and graphical representations of gene expression.

Pro

Zoom action
Minimalist diagram of AI processing medical inputs (test tube, MRI, meditation) to output biological age, risk, and personalized health plans.

Pro

Zoom action
A sleek digital illustration of a data network with nodes, arrows, and a cloud icon, titled 'Causal Underpinnings of Data Synthesis' on a dark blue background.

Pro

Zoom action
Doctors, nurses, and a patient participate in a usability study in a brightly lit medical room with computers and beds, in a clean illustration style.

Pro

Zoom action
A doctor interacts with a holographic medical display showing a prosthetic leg and an orthopedic shoe in a hospital setting.

Pro

Zoom action
A futuristic, glowing blue holographic screen displays health monitoring data, including an AI logo, heart rate, and charts.

Pro

Zoom action
A blue and white table titled 'PRESENTATION AND DIAGNOSIS' listing symptoms like insomnia and fatigue with checkboxes under 'DSM-3 Criteria'.

Pro

Zoom action
A glowing blue brain with 'IntuVu AI' at its center, surrounded by five orb-planets with healthcare-related text, against a cosmic background.

Pro

Zoom action
A translucent robot interacts with a holographic medical display showing a heart, brain, and data, in a futuristic operating room.

Pro

Zoom action
Pediatricians in lab coats with stethoscopes use holographic AI displays in a modern clinic, with children in the background.

Pro

Zoom action
A cartoon man gazes at glowing data stream with text 'ETL DATA MAPPING SHEET' and 'ETL & DATA PIPELINE TESTING', plus three bullet points on data management.

Pro

Zoom action
Scientific illustration of gene synthesis in a lab, with a robotic arm, binary code on a monitor converting to DNA, and a petri dish.

Pro

Zoom action
An infographic titled 'CATCH-40' showing a person, risk factors like blood pressure, cholesterol, smoking, pregnancy history, family history, genetic data, flowing into a central processor for cardiovascular risk, and a graph showing prediction improvement. Colors are red, blue, grey, purple, and green on a white background.

Pro

Zoom action
Industrial infographic illustrating drug development process from innovative therapies and DNA to manufacturing and doses delivered.

Pro

Zoom action
Title slide for a 'Signal Processing and Systems' class with a blue gradient background. White text for the title is centered, and four rounded rectangular boxes below contain a Python logo, a garbled math formula, a block diagram, and another garbled math expression.

Pro

Zoom action
A stylized flowchart illustration on a dark blue background showing the process of knowledge creation, storage, sharing, and application.

Pro

Zoom action
A minimalist flowchart diagram illustrating data processing from document input to system integration, with icons.

Pro

Zoom action
A diagram of a perceptron model showing CO2 and Stdev as inputs, leading to activation functions, and outputting to Marine data and Continental data.

Pro

Zoom action
A schematic diagram showing two graphs, one for COVID patients with an irregular red curve, and one for a control group with a smoother blue curve, both labeled with axes and a legend.

Pro

Zoom action
Digital art of a glowing blue wireframe human figure on a grid background, surrounded by icons for time, health, calendar, settings, and ideas.

Pro

Zoom action
A technical data flow diagram showing an end-to-end CDC process, with blocks for tables, jobs, and data queues connected by arrows.

Pro

Zoom action
A block diagram illustrating a closed-loop workflow for additive manufacturing, data processing, model development, fatigue testing, and prediction.

Pro

Zoom action
An infographic comparing categorical and numerical data. Categorical shows color swatches, animal silhouettes (dog, cat, rabbit), and 'YES/NO' buttons. Numerical shows a bar chart, a bell curve, and growing figures with numbers 1, 5, 10, 20.

Pro

Zoom action
A smiling 3D cartoon physician in a white lab coat interacts with a glowing holographic tablet in a modern medical room.

Pro

Zoom action
A photorealistic image of a male healthcare worker in a blue uniform looking at a tablet in a modern hospital ward with a large monitor displaying data.

Pro

Zoom action
A 3D isometric illustration of an AI medical imaging pipeline, showing medical devices like MRI and CT scanners feeding data into a central AI processing chip.

Pro

Zoom action
A futuristic AI health monitoring dashboard on a screen with a DNA helix, glowing brain network, heart rate, and data graphs in teal.

Pro

Zoom action
A four-step process flowchart with icons: Choose Project, Decide important, List options & score, Generate ranked list to explore & share.

Pro

Zoom action
Futuristic surgery scene with doctors, robotic arms, and a patient, alongside glowing holographic displays of human anatomy and data.

Pro

Zoom action
Digital banner with glowing 'MEDICAL BILLING AND CODING' text and abstract medical icons on a blue background.

Pro

Zoom action
A dark teal handbook cover featuring the title "HANDBOOK MASTER'S PROGRAM IN MEDICAL SCIENCES" in white serif font. Below the text is a silver caduceus symbol, gears, molecular structures, and a university crest with illegible text, all reflected on a glossy surface.

Pro

Zoom action
A detailed bioprinter creating a realistic human heart in a high-tech laboratory with scientists in the background.

Pro

Zoom action
A female nurse in light blue scrubs interacts with multiple glowing holographic data screens in a modern medical setting, displaying charts and graphs.

Pro

Zoom action
A clear diagram illustrates a patient triage workflow, detailing steps from check-in, initial assessment, and risk stratification to automated triage and clinician assignment.

Pro

Zoom action
A detailed flow diagram illustrating a federated learning framework for pedestrian trajectory prediction, showing observation, multiple neural networks, prediction, aggregation, and data flow.

Pro

Zoom action
Illustrative diagram showing a representative, a doctor, and a patient with connecting arrows and a checkmark.

Pro

Zoom action
A diagram showing Large Language Models categorized into Decoder-only (GPT-3, Text Generation), Encoder-only (BERT, Masked Prediction), and Encoder-Decoder (T5, Translation/Summarization).

Pro

Zoom action
A blue and white flow diagram illustrating data migration from SAP BW/HANA on-premise to SAP BW/HANA PCE cloud, showing data extraction, transformation, and integration steps, referencing SAP BDC.

Pro

Zoom action
Scientists in lab coats interact with glowing screens amidst scientific graphics like DNA, cells, and beakers, with text 'CLINICAL TRIAL PHASES' and 'PHASE 3'.

Pro

Zoom action
A male doctor in a lab coat points at a holographic medical display in a futuristic operating room.

Pro

Zoom action
A cyclical diagram illustrating 'Structure' leading to 'Process' and 'Outcome' with healthcare-related icons.

Pro

Zoom action
A professional graphic illustrating biotech collaboration with a Venn diagram and a four-step timeline.

Pro

Zoom action
A digital illustration featuring a DNA helix, two flasks, and a microscope against a world map background, with the text "CLINICAL RESEARCH."

Pro

Zoom action
A sleek, futuristic AI healthcare device with two glowing screens displaying medical data, in a laboratory setting.

Pro

Zoom action
A detailed medical illustration of a human torso showing drug distribution. Red arrows indicate ethanol's small distribution volume, blue arrows show digoxin's large distribution volume into fat, muscle, and other organs. Charts depict plasma concentration over time.

Pro

Zoom action
Schematic diagram of multiplexing ELISA showing a pipette adding a sample to a microplate, with steps for binding, detection antibodies, and signal.

Pro

Zoom action
Scientific diagram showing Parkinix mechanism of action, from TrkC receptors to cell survival and dopamine production.

Pro

Zoom action
Abstract illustration of MATLAB data types: floating-point (3.14), integer (binary code), and character ('ab').

Pro

Zoom action
A group of medical professionals and a patient discussing medical scans on laptops and tablets at a round table in a modern hospital setting.

Pro

Zoom action
A woman in a light blue medical uniform points at a glowing blue holographic display showing medical data, a heartbeat graph, and a silhouette.

Pro

Zoom action
A glowing conceptual data flow diagram with a central gear, data inputs, anomaly & fraud detection, response, and feedback learning.

Pro

Zoom action
Holographic projections of a glowing red heart, blue lungs, and brain on a futuristic lab desk with chemical structures.

Pro

Zoom action
A detailed biological illustration of a pathogen encountering a cell, with labels for Antigen Processing, MHC, and TCR.

Pro

Zoom action